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> All LLMs hit a ceiling of complexity beyond which they cease to understand the code base

That's a sign that you need to refactor/rearchitect/better-modularize the initial code. My experience is that with no existing code patterns to follow, the LLM will generate a sprawl that isn't particularly cohesive. That's fine for prototyping, but when the complexity of the code gets too much for its context, taking a day or so to reorganize everything more cleanly pays off, because it will allow it to make assumptions about how particular parts of the code work without actually having to read it.



So basically you need to actually create a proper software architecture plan, with interfaces between components, tests at integration points, etc.




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